Pandas Profiling Report

Dataset statistics

Number of variables	33
Number of observations	19799
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.0 MiB
Average record size in memory	264.0 B

Variable types

Categorical	2
Numeric	31

Alerts

`adshex` has a high cardinality: 19799 distinct values	High cardinality
`type` has a high cardinality: 455 distinct values	High cardinality
`duration1` is highly correlated with `boxes1`	High correlation
`duration2` is highly correlated with `duration5` and 1 other fields	High correlation
`duration5` is highly correlated with `duration2` and 1 other fields	High correlation
`boxes1` is highly correlated with `duration1`	High correlation
`boxes2` is highly correlated with `duration2` and 1 other fields	High correlation
`boxes5` is highly correlated with `duration5` and 5 other fields	High correlation
`speed1` is highly correlated with `boxes5` and 4 other fields	High correlation
`speed2` is highly correlated with `boxes5` and 3 other fields	High correlation
`speed4` is highly correlated with `speed1`	High correlation
`speed5` is highly correlated with `boxes5` and 3 other fields	High correlation
`altitude1` is highly correlated with `altitude2` and 1 other fields	High correlation
`altitude2` is highly correlated with `altitude1` and 1 other fields	High correlation
`altitude5` is highly correlated with `boxes5` and 5 other fields	High correlation
`steer1` is highly correlated with `steer2` and 3 other fields	High correlation
`steer2` is highly correlated with `steer1` and 3 other fields	High correlation
`steer3` is highly correlated with `steer4` and 2 other fields	High correlation
`steer4` is highly correlated with `steer3` and 1 other fields	High correlation
`steer5` is highly correlated with `steer1` and 2 other fields	High correlation
`steer6` is highly correlated with `steer2` and 3 other fields	High correlation
`steer7` is highly correlated with `steer1` and 3 other fields	High correlation
`steer8` is highly correlated with `steer1` and 3 other fields	High correlation
`flights` is highly correlated with `observations`	High correlation
`observations` is highly correlated with `flights`	High correlation
`duration1` is highly correlated with `boxes1`	High correlation
`duration2` is highly correlated with `duration5` and 1 other fields	High correlation
`duration5` is highly correlated with `duration2` and 1 other fields	High correlation
`boxes1` is highly correlated with `duration1` and 1 other fields	High correlation
`boxes2` is highly correlated with `duration2` and 1 other fields	High correlation
`boxes5` is highly correlated with `duration5` and 3 other fields	High correlation
`speed1` is highly correlated with `boxes1` and 1 other fields	High correlation
`speed2` is highly correlated with `speed5`	High correlation
`speed4` is highly correlated with `speed1`	High correlation
`speed5` is highly correlated with `boxes5` and 2 other fields	High correlation
`altitude2` is highly correlated with `altitude5`	High correlation
`altitude3` is highly correlated with `altitude5`	High correlation
`altitude5` is highly correlated with `boxes5` and 3 other fields	High correlation
`steer1` is highly correlated with `steer2` and 3 other fields	High correlation
`steer2` is highly correlated with `steer1`	High correlation
`steer3` is highly correlated with `steer4` and 2 other fields	High correlation
`steer4` is highly correlated with `steer3` and 1 other fields	High correlation
`steer5` is highly correlated with `steer1` and 2 other fields	High correlation
`steer6` is highly correlated with `steer3` and 2 other fields	High correlation
`steer7` is highly correlated with `steer1` and 2 other fields	High correlation
`steer8` is highly correlated with `steer1` and 2 other fields	High correlation
`flights` is highly correlated with `observations`	High correlation
`observations` is highly correlated with `flights`	High correlation
`duration1` is highly correlated with `boxes1`	High correlation
`duration5` is highly correlated with `boxes5`	High correlation
`boxes1` is highly correlated with `duration1`	High correlation
`boxes5` is highly correlated with `duration5`	High correlation
`speed2` is highly correlated with `speed5`	High correlation
`speed5` is highly correlated with `speed2` and 1 other fields	High correlation
`altitude5` is highly correlated with `speed5`	High correlation
`steer1` is highly correlated with `steer2` and 2 other fields	High correlation
`steer2` is highly correlated with `steer1` and 1 other fields	High correlation
`steer3` is highly correlated with `steer4`	High correlation
`steer4` is highly correlated with `steer3` and 1 other fields	High correlation
`steer6` is highly correlated with `steer4`	High correlation
`steer7` is highly correlated with `steer1` and 2 other fields	High correlation
`steer8` is highly correlated with `steer1` and 1 other fields	High correlation
`duration1` is highly correlated with `boxes1`	High correlation
`duration2` is highly correlated with `duration5` and 1 other fields	High correlation
`duration3` is highly correlated with `boxes3`	High correlation
`duration4` is highly correlated with `boxes4`	High correlation
`duration5` is highly correlated with `duration2` and 1 other fields	High correlation
`boxes1` is highly correlated with `duration1` and 1 other fields	High correlation
`boxes2` is highly correlated with `duration2` and 1 other fields	High correlation
`boxes3` is highly correlated with `duration3` and 1 other fields	High correlation
`boxes4` is highly correlated with `duration4`	High correlation
`boxes5` is highly correlated with `duration5` and 6 other fields	High correlation
`speed1` is highly correlated with `boxes1` and 4 other fields	High correlation
`speed2` is highly correlated with `boxes5` and 4 other fields	High correlation
`speed3` is highly correlated with `speed4` and 1 other fields	High correlation
`speed4` is highly correlated with `speed1` and 5 other fields	High correlation
`speed5` is highly correlated with `boxes5` and 5 other fields	High correlation
`altitude1` is highly correlated with `altitude2` and 1 other fields	High correlation
`altitude2` is highly correlated with `altitude1` and 2 other fields	High correlation
`altitude3` is highly correlated with `altitude2` and 1 other fields	High correlation
`altitude4` is highly correlated with `altitude5`	High correlation
`altitude5` is highly correlated with `boxes5` and 7 other fields	High correlation
`steer1` is highly correlated with `steer2` and 1 other fields	High correlation
`steer2` is highly correlated with `steer1` and 2 other fields	High correlation
`steer3` is highly correlated with `steer4` and 2 other fields	High correlation
`steer4` is highly correlated with `speed4` and 3 other fields	High correlation
`steer5` is highly correlated with `steer2` and 2 other fields	High correlation
`steer6` is highly correlated with `steer3` and 1 other fields	High correlation
`steer7` is highly correlated with `steer8`	High correlation
`steer8` is highly correlated with `steer1` and 2 other fields	High correlation
`adshex` is uniformly distributed	Uniform
`adshex` has unique values	Unique
`duration1` has 4067 (20.5%) zeros	Zeros
`duration2` has 2925 (14.8%) zeros	Zeros
`duration3` has 1982 (10.0%) zeros	Zeros
`duration4` has 2091 (10.6%) zeros	Zeros
`duration5` has 2210 (11.2%) zeros	Zeros
`boxes1` has 3681 (18.6%) zeros	Zeros
`boxes2` has 3290 (16.6%) zeros	Zeros
`boxes3` has 2226 (11.2%) zeros	Zeros
`boxes4` has 3309 (16.7%) zeros	Zeros
`boxes5` has 4655 (23.5%) zeros	Zeros
`speed1` has 232 (1.2%) zeros	Zeros
`speed3` has 302 (1.5%) zeros	Zeros
`speed4` has 1504 (7.6%) zeros	Zeros
`speed5` has 2989 (15.1%) zeros	Zeros
`altitude1` has 643 (3.2%) zeros	Zeros
`altitude2` has 530 (2.7%) zeros	Zeros
`altitude3` has 636 (3.2%) zeros	Zeros
`altitude4` has 1518 (7.7%) zeros	Zeros
`altitude5` has 5510 (27.8%) zeros	Zeros
`squawk_1` has 9372 (47.3%) zeros	Zeros

Reproduction

Analysis started	2022-06-08 03:26:02.072630
Analysis finished	2022-06-08 03:29:05.220111
Duration	3 minutes and 3.15 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

adshex
Categorical

HIGH CARDINALITY
UNIFORM
UNIQUE

Distinct	19799
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	154.8 KiB

A	1
A8B823	1
A8B939	1
A8B90F	1
A8B906	1
Other values (19794)	19794

Length

Max length	6
Median length	6
Mean length	5.998989848
Min length	1

Characters and Unicode

Total characters	118774
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	19799 ?
Unique (%)	100.0%

Sample

1st row	A
2nd row	A00000
3rd row	A00002
4th row	A00008
5th row	A0001E

Common Values

Value	Count	Frequency (%)
A	1	< 0.1%
A8B823	1	< 0.1%
A8B939	1	< 0.1%
A8B90F	1	< 0.1%
A8B906	1	< 0.1%
A8B903	1	< 0.1%
A8B8B0	1	< 0.1%
A8B85E	1	< 0.1%
A8B84C	1	< 0.1%
A8B80C	1	< 0.1%
Other values (19789)	19789	99.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
a	1	< 0.1%
a002e1	1	< 0.1%
a00002	1	< 0.1%
a00008	1	< 0.1%
a0001e	1	< 0.1%
a0002b	1	< 0.1%
a00049	1	< 0.1%
a00063	1	< 0.1%
a00076	1	< 0.1%
a0007a	1	< 0.1%
Other values (19789)	19789	99.9%

Most occurring characters

Value	Count	Frequency (%)
A	26071	22.0%
0	6994	5.9%
1	6872	5.8%
3	6760	5.7%
5	6484	5.5%
4	6442	5.4%
9	6318	5.3%
C	6298	5.3%
6	6219	5.2%
D	6175	5.2%
Other values (6)	34141	28.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	64454	54.3%
Uppercase Letter	54320	45.7%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	6994	10.9%
1	6872	10.7%
3	6760	10.5%
5	6484	10.1%
4	6442	10.0%
9	6318	9.8%
6	6219	9.6%
7	6143	9.5%
8	6125	9.5%
2	6097	9.5%

Uppercase Letter

Value	Count	Frequency (%)
A	26071	48.0%
C	6298	11.6%
D	6175	11.4%
B	5993	11.0%
E	4996	9.2%
F	4787	8.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	64454	54.3%
Latin	54320	45.7%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	6994	10.9%
1	6872	10.7%
3	6760	10.5%
5	6484	10.1%
4	6442	10.0%
9	6318	9.8%
6	6219	9.6%
7	6143	9.5%
8	6125	9.5%
2	6097	9.5%

Latin

Value	Count	Frequency (%)
A	26071	48.0%
C	6298	11.6%
D	6175	11.4%
B	5993	11.0%
E	4996	9.2%
F	4787	8.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	118774	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	26071	22.0%
0	6994	5.9%
1	6872	5.8%
3	6760	5.7%
5	6484	5.5%
4	6442	5.4%
9	6318	5.3%
C	6298	5.3%
6	6219	5.2%
D	6175	5.2%
Other values (6)	34141	28.7%

duration1
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	2914
Distinct (%)	14.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1585053527

Minimum	0
Maximum	1
Zeros	4067
Zeros (%)	20.5%
Negative	0
Negative (%)	0.0%
Memory size	154.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.03249392884
median	0.1176470588
Q3	0.24
95-th percentile	0.4736842105
Maximum	1
Range	1
Interquartile range (IQR)	0.2075060712

Descriptive statistics

Standard deviation	0.1578750317
Coefficient of variation (CV)	0.9960233452
Kurtosis	1.920350153
Mean	0.1585053527
Median Absolute Deviation (MAD)	0.1001031992
Skewness	1.331024462
Sum	3138.247479
Variance	0.02492452562
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4067	20.5%
0.1666666667	367	1.9%
0.2	358	1.8%
0.1428571429	356	1.8%
0.25	344	1.7%
0.125	310	1.6%
0.3333333333	283	1.4%
0.1111111111	277	1.4%
0.1	269	1.4%
0.09090909091	231	1.2%
Other values (2904)	12937	65.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4067	20.5%
0.003861003861	1	< 0.1%
0.00390625	1	< 0.1%
0.004115226337	1	< 0.1%
0.004132231405	1	< 0.1%
0.004329004329	1	< 0.1%
0.004854368932	1	< 0.1%
0.005037783375	1	< 0.1%
0.005128205128	1	< 0.1%
0.005263157895	1	< 0.1%

Value	Count	Frequency (%)
1	3	< 0.1%
0.9733333333	1	< 0.1%
0.9534883721	1	< 0.1%
0.9398907104	1	< 0.1%
0.9366197183	1	< 0.1%
0.9277108434	1	< 0.1%
0.9074074074	1	< 0.1%
0.9069767442	1	< 0.1%
0.9036144578	1	< 0.1%
0.9	1	< 0.1%

duration2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	2708
Distinct (%)	13.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1729932095

Minimum	0
Maximum	1
Zeros	2925
Zeros (%)	14.8%
Negative	0
Negative (%)	0.0%
Memory size	154.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.06666666667
median	0.1525423729
Q3	0.25
95-th percentile	0.4347826087
Maximum	1
Range	1
Interquartile range (IQR)	0.1833333333

Descriptive statistics

Standard deviation	0.1402806206
Coefficient of variation (CV)	0.8109024681
Kurtosis	1.25125593
Mean	0.1729932095
Median Absolute Deviation (MAD)	0.09371884347
Skewness	0.9902337599
Sum	3425.092556
Variance	0.01967865251
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2925	14.8%
0.2	494	2.5%
0.25	440	2.2%
0.1666666667	426	2.2%
0.3333333333	387	2.0%
0.1428571429	360	1.8%
0.125	325	1.6%
0.1111111111	311	1.6%
0.1	267	1.3%
0.09090909091	240	1.2%
Other values (2698)	13624	68.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2925	14.8%
0.004246284501	1	< 0.1%
0.004854368932	1	< 0.1%
0.005347593583	1	< 0.1%
0.005524861878	1	< 0.1%
0.005555555556	1	< 0.1%
0.005617977528	2	< 0.1%
0.005681818182	2	< 0.1%
0.005882352941	1	< 0.1%
0.006134969325	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9090909091	1	< 0.1%
0.8863636364	1	< 0.1%
0.8596491228	1	< 0.1%
0.8571428571	4	< 0.1%
0.8333333333	4	< 0.1%
0.8181818182	1	< 0.1%
0.8148148148	1	< 0.1%
0.8035714286	1	< 0.1%
0.8	6	< 0.1%

duration3
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	2645
Distinct (%)	13.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1973485335

Minimum	0
Maximum	1
Zeros	1982
Zeros (%)	10.0%
Negative	0
Negative (%)	0.0%
Memory size	154.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.09836065574
median	0.1764705882
Q3	0.2708633525
95-th percentile	0.4719355986
Maximum	1
Range	1
Interquartile range (IQR)	0.1725026968

Descriptive statistics

Standard deviation	0.1444330245
Coefficient of variation (CV)	0.7318677362
Kurtosis	2.03478654
Mean	0.1973485335
Median Absolute Deviation (MAD)	0.08556149733
Skewness	1.101954229
Sum	3907.303616
Variance	0.02086089857
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1982	10.0%
0.2	559	2.8%
0.25	527	2.7%
0.1666666667	452	2.3%
0.3333333333	425	2.1%
0.1428571429	382	1.9%
0.125	304	1.5%
0.1111111111	276	1.4%
0.1	245	1.2%
0.5	241	1.2%
Other values (2635)	14406	72.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1982	10.0%
0.002816901408	1	< 0.1%
0.002849002849	1	< 0.1%
0.00289017341	1	< 0.1%
0.003067484663	1	< 0.1%
0.003816793893	1	< 0.1%
0.00390625	1	< 0.1%
0.004246284501	1	< 0.1%
0.004347826087	1	< 0.1%
0.004566210046	1	< 0.1%

Value	Count	Frequency (%)
1	15	0.1%
0.9166666667	1	< 0.1%
0.9090909091	1	< 0.1%
0.9	1	< 0.1%
0.8888888889	1	< 0.1%
0.86	1	< 0.1%
0.8571428571	5	< 0.1%
0.85	1	< 0.1%
0.8484848485	1	< 0.1%
0.8461538462	1	< 0.1%

duration4
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	2771
Distinct (%)	14.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2008322513

Minimum	0
Maximum	1
Zeros	2091
Zeros (%)	10.6%
Negative	0
Negative (%)	0.0%
Memory size	154.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.08695652174
median	0.1764705882
Q3	0.2857142857
95-th percentile	0.5
Maximum	1
Range	1
Interquartile range (IQR)	0.198757764

Descriptive statistics

Standard deviation	0.1563610948
Coefficient of variation (CV)	0.7785656627
Kurtosis	2.069986515
Mean	0.2008322513
Median Absolute Deviation (MAD)	0.09625668449
Skewness	1.152765138
Sum	3976.277743
Variance	0.02444879196
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2091	10.6%
0.25	508	2.6%
0.3333333333	505	2.6%
0.2	490	2.5%
0.1666666667	464	2.3%
0.1428571429	350	1.8%
0.1111111111	314	1.6%
0.5	311	1.6%
0.125	294	1.5%
0.2857142857	252	1.3%
Other values (2761)	14220	71.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2091	10.6%
0.002049180328	1	< 0.1%
0.002197802198	1	< 0.1%
0.002739726027	1	< 0.1%
0.002793296089	1	< 0.1%
0.002849002849	1	< 0.1%
0.002853067047	1	< 0.1%
0.002873563218	1	< 0.1%
0.002994011976	1	< 0.1%
0.003048780488	1	< 0.1%

Value	Count	Frequency (%)
1	36	0.2%
0.972972973	1	< 0.1%
0.9545454545	1	< 0.1%
0.9459459459	1	< 0.1%
0.9375	1	< 0.1%
0.9210526316	1	< 0.1%
0.92	2	< 0.1%
0.9142857143	1	< 0.1%
0.9090909091	3	< 0.1%
0.9	1	< 0.1%

duration5
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	2918
Distinct (%)	14.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2702940811

Minimum	0
Maximum	1
Zeros	2210
Zeros (%)	11.2%
Negative	0
Negative (%)	0.0%
Memory size	154.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.08602150538
median	0.2258064516
Q3	0.4090909091
95-th percentile	0.6923076923
Maximum	1
Range	1
Interquartile range (IQR)	0.3230694037

Descriptive statistics

Standard deviation	0.2248449058
Coefficient of variation (CV)	0.8318528649
Kurtosis	0.3352295567
Mean	0.2702940811
Median Absolute Deviation (MAD)	0.1565464896
Skewness	0.8730767011
Sum	5351.552512
Variance	0.05055523164
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2210	11.2%
0.5	605	3.1%
0.3333333333	529	2.7%
0.25	341	1.7%
0.2	329	1.7%
0.4	270	1.4%
0.6666666667	247	1.2%
0.1666666667	244	1.2%
1	234	1.2%
0.2857142857	229	1.2%
Other values (2908)	14561	73.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2210	11.2%
0.001848428835	1	< 0.1%
0.002164502164	1	< 0.1%
0.002450980392	1	< 0.1%
0.002538071066	1	< 0.1%
0.002604166667	1	< 0.1%
0.002666666667	1	< 0.1%
0.002739726027	1	< 0.1%
0.002853067047	1	< 0.1%
0.002976190476	1	< 0.1%

Value	Count	Frequency (%)
1	234	1.2%
0.9736842105	1	< 0.1%
0.9617834395	1	< 0.1%
0.96	2	< 0.1%
0.9583333333	1	< 0.1%
0.95	2	< 0.1%
0.9473684211	1	< 0.1%
0.9444444444	1	< 0.1%
0.9411764706	2	< 0.1%
0.9375	2	< 0.1%

boxes1
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	2933
Distinct (%)	14.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.168893971

Minimum	0
Maximum	1
Zeros	3681
Zeros (%)	18.6%
Negative	0
Negative (%)	0.0%
Memory size	154.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.04
median	0.1194029851
Q3	0.2425713445
95-th percentile	0.5277777778
Maximum	1
Range	1
Interquartile range (IQR)	0.2025713445

Descriptive statistics

Standard deviation	0.1753289283
Coefficient of variation (CV)	1.038100574
Kurtosis	3.088189347
Mean	0.168893971
Median Absolute Deviation (MAD)	0.09440298508
Skewness	1.619941967
Sum	3343.931732
Variance	0.0307402331
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3681	18.6%
0.2	382	1.9%
0.1666666667	356	1.8%
0.1428571429	345	1.7%
0.25	341	1.7%
0.1111111111	300	1.5%
0.125	298	1.5%
0.1	293	1.5%
0.3333333333	277	1.4%
0.09090909091	244	1.2%
Other values (2923)	13282	67.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3681	18.6%
0.002518891688	1	< 0.1%
0.003067484663	1	< 0.1%
0.003703703704	1	< 0.1%
0.005128205128	1	< 0.1%
0.00518134715	2	< 0.1%
0.005263157895	1	< 0.1%
0.005405405405	1	< 0.1%
0.005555555556	1	< 0.1%
0.005586592179	1	< 0.1%

Value	Count	Frequency (%)
1	56	0.3%
0.9906382979	1	< 0.1%
0.9879518072	1	< 0.1%
0.9817073171	1	< 0.1%
0.9795081967	1	< 0.1%
0.9794661191	1	< 0.1%
0.9793814433	1	< 0.1%
0.9677419355	1	< 0.1%
0.9625	1	< 0.1%
0.9607843137	1	< 0.1%

boxes2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	2794
Distinct (%)	14.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1747514605

Minimum	0
Maximum	1
Zeros	3290
Zeros (%)	16.6%
Negative	0
Negative (%)	0.0%
Memory size	154.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.04761904762
median	0.1333333333
Q3	0.2666666667
95-th percentile	0.5
Maximum	1
Range	1
Interquartile range (IQR)	0.219047619

Descriptive statistics

Standard deviation	0.1634171352
Coefficient of variation (CV)	0.9351403112
Kurtosis	1.799758966
Mean	0.1747514605
Median Absolute Deviation (MAD)	0.1032258065
Skewness	1.241919586
Sum	3459.904167
Variance	0.02670516008
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3290	16.6%
0.25	406	2.1%
0.2	395	2.0%
0.1666666667	363	1.8%
0.3333333333	355	1.8%
0.1428571429	296	1.5%
0.125	281	1.4%
0.1111111111	280	1.4%
0.1	261	1.3%
0.09090909091	218	1.1%
Other values (2784)	13654	69.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3290	16.6%
0.002518891688	1	< 0.1%
0.003076923077	1	< 0.1%
0.003546099291	1	< 0.1%
0.003802281369	1	< 0.1%
0.003831417625	1	< 0.1%
0.004149377593	1	< 0.1%
0.004255319149	1	< 0.1%
0.004398826979	1	< 0.1%
0.004545454545	1	< 0.1%

Value	Count	Frequency (%)
1	27	0.1%
0.9545454545	1	< 0.1%
0.9411764706	1	< 0.1%
0.9375	1	< 0.1%
0.9259259259	1	< 0.1%
0.9230769231	2	< 0.1%
0.9166666667	2	< 0.1%
0.9049773756	1	< 0.1%
0.8888888889	2	< 0.1%
0.8864864865	1	< 0.1%

boxes3
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	2810
Distinct (%)	14.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2093725776

Minimum	0
Maximum	1
Zeros	2226
Zeros (%)	11.2%
Negative	0
Negative (%)	0.0%
Memory size	154.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.08695652174
median	0.1774193548
Q3	0.2957746479
95-th percentile	0.5333333333
Maximum	1
Range	1
Interquartile range (IQR)	0.2088181261

Descriptive statistics

Standard deviation	0.1692639535
Coefficient of variation (CV)	0.8084342059
Kurtosis	2.02566312
Mean	0.2093725776
Median Absolute Deviation (MAD)	0.1004962779
Skewness	1.211529327
Sum	4145.367664
Variance	0.02865028596
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2226	11.2%
0.25	482	2.4%
0.2	458	2.3%
0.3333333333	456	2.3%
0.1666666667	434	2.2%
0.1428571429	333	1.7%
0.5	303	1.5%
0.125	277	1.4%
0.1111111111	249	1.3%
0.1	229	1.2%
Other values (2800)	14352	72.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2226	11.2%
0.001869158879	1	< 0.1%
0.002518891688	1	< 0.1%
0.002553191489	1	< 0.1%
0.002793296089	1	< 0.1%
0.002816901408	1	< 0.1%
0.00289017341	1	< 0.1%
0.002976190476	1	< 0.1%
0.002994011976	1	< 0.1%
0.003225806452	1	< 0.1%

Value	Count	Frequency (%)
1	56	0.3%
0.972972973	1	< 0.1%
0.9545454545	1	< 0.1%
0.9438202247	1	< 0.1%
0.9411764706	1	< 0.1%
0.935483871	1	< 0.1%
0.9285714286	3	< 0.1%
0.9230769231	2	< 0.1%
0.9217877095	1	< 0.1%
0.9090909091	5	< 0.1%

boxes4
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	2731
Distinct (%)	13.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1903574341

Minimum	0
Maximum	1
Zeros	3309
Zeros (%)	16.7%
Negative	0
Negative (%)	0.0%
Memory size	154.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.05555555556
median	0.1621621622
Q3	0.28125
95-th percentile	0.5
Maximum	1
Range	1
Interquartile range (IQR)	0.2256944444

Descriptive statistics

Standard deviation	0.1695139482
Coefficient of variation (CV)	0.8905034315
Kurtosis	1.999154698
Mean	0.1903574341
Median Absolute Deviation (MAD)	0.1118024499
Skewness	1.209710463
Sum	3768.886837
Variance	0.02873497865
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3309	16.7%
0.3333333333	435	2.2%
0.25	431	2.2%
0.2	418	2.1%
0.1666666667	386	1.9%
0.1428571429	292	1.5%
0.125	283	1.4%
0.1111111111	244	1.2%
0.5	230	1.2%
0.2857142857	220	1.1%
Other values (2721)	13551	68.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3309	16.7%
0.0006775067751	1	< 0.1%
0.0008605851979	1	< 0.1%
0.000968054211	1	< 0.1%
0.001031991744	1	< 0.1%
0.001314060447	1	< 0.1%
0.001369863014	1	< 0.1%
0.001455604076	1	< 0.1%
0.001876172608	1	< 0.1%
0.001919385797	1	< 0.1%

Value	Count	Frequency (%)
1	47	0.2%
0.9718309859	1	< 0.1%
0.9555555556	1	< 0.1%
0.9545454545	1	< 0.1%
0.9523809524	1	< 0.1%
0.9473684211	1	< 0.1%
0.9325153374	1	< 0.1%
0.9285714286	1	< 0.1%
0.9150326797	1	< 0.1%
0.9122807018	1	< 0.1%

boxes5
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	2643
Distinct (%)	13.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2565593233

Minimum	0
Maximum	1
Zeros	4655
Zeros (%)	23.5%
Negative	0
Negative (%)	0.0%
Memory size	154.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.01123595506
median	0.1904761905
Q3	0.4285714286
95-th percentile	0.75
Maximum	1
Range	1
Interquartile range (IQR)	0.4173354735

Descriptive statistics

Standard deviation	0.2546461947
Coefficient of variation (CV)	0.9925431335
Kurtosis	-0.2028099614
Mean	0.2565593233
Median Absolute Deviation (MAD)	0.1904761905
Skewness	0.8415442998
Sum	5079.618042
Variance	0.06484468446
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4655	23.5%
0.5	466	2.4%
0.3333333333	347	1.8%
0.25	294	1.5%
0.6666666667	280	1.4%
0.2	253	1.3%
0.4	235	1.2%
1	215	1.1%
0.1666666667	213	1.1%
0.1428571429	177	0.9%
Other values (2633)	12664	64.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4655	23.5%
0.0006775067751	1	< 0.1%
0.0009451795841	1	< 0.1%
0.001298701299	1	< 0.1%
0.001811594203	1	< 0.1%
0.001865671642	1	< 0.1%
0.001876172608	1	< 0.1%
0.001919385797	1	< 0.1%
0.00205338809	1	< 0.1%
0.002164502164	1	< 0.1%

Value	Count	Frequency (%)
1	215	1.1%
0.9666666667	1	< 0.1%
0.9655172414	1	< 0.1%
0.9642857143	1	< 0.1%
0.962962963	1	< 0.1%
0.957537155	1	< 0.1%
0.9565217391	1	< 0.1%
0.9512195122	1	< 0.1%
0.95	3	< 0.1%
0.9494163424	1	< 0.1%

speed1
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	19029
Distinct (%)	96.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1765382297

Minimum	0
Maximum	1
Zeros	232
Zeros (%)	1.2%
Negative	0
Negative (%)	0.0%
Memory size	154.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.005025125628
Q1	0.02503167293
median	0.07767669699
Q3	0.2442650362
95-th percentile	0.6795158788
Maximum	1
Range	1
Interquartile range (IQR)	0.2192333633

Descriptive statistics

Standard deviation	0.2209465522
Coefficient of variation (CV)	1.251550741
Kurtosis	2.196923893
Mean	0.1765382297
Median Absolute Deviation (MAD)	0.06373157778
Skewness	1.690605339
Sum	3495.28041
Variance	0.04881737892
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	232	1.2%
1	54	0.3%
0.1	8	< 0.1%
0.01694915254	5	< 0.1%
0.08571428571	4	< 0.1%
0.06153846154	4	< 0.1%
0.5	4	< 0.1%
0.02307692308	4	< 0.1%
0.009132420091	4	< 0.1%
0.06666666667	4	< 0.1%
Other values (19019)	19476	98.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	232	1.2%
9.906875372 × 10^-5	1	< 0.1%
0.0001091345629	1	< 0.1%
0.0001679825298	1	< 0.1%
0.0001681520094	1	< 0.1%
0.0001843657817	1	< 0.1%
0.0002037489813	1	< 0.1%
0.0002263174911	1	< 0.1%
0.0002322745485	1	< 0.1%
0.0002338634238	1	< 0.1%

Value	Count	Frequency (%)
1	54	0.3%
0.9998363874	1	< 0.1%
0.9996015936	1	< 0.1%
0.9995953055	1	< 0.1%
0.9993048314	1	< 0.1%
0.998996991	1	< 0.1%
0.99864682	1	< 0.1%
0.9977695167	1	< 0.1%
0.9976117467	1	< 0.1%
0.996868476	1	< 0.1%

speed2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	19209
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1946360748

Minimum	0
Maximum	0.9883585565
Zeros	151
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	154.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0119047619
Q1	0.05478419797
median	0.1422450728
Q3	0.2895283274
95-th percentile	0.5503339062
Maximum	0.9883585565
Range	0.9883585565
Interquartile range (IQR)	0.2347441294

Descriptive statistics

Standard deviation	0.1742270116
Coefficient of variation (CV)	0.8951424433
Kurtosis	1.090389574
Mean	0.1946360748
Median Absolute Deviation (MAD)	0.1020961763
Skewness	1.20391928
Sum	3853.599645
Variance	0.03035505156
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	151	0.8%
0.3333333333	8	< 0.1%
0.24	5	< 0.1%
0.1428571429	5	< 0.1%
0.009433962264	5	< 0.1%
0.25	5	< 0.1%
0.02777777778	4	< 0.1%
0.05970149254	4	< 0.1%
0.05263157895	4	< 0.1%
0.125	4	< 0.1%
Other values (19199)	19604	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	151	0.8%
5.456728146 × 10^-5	1	< 0.1%
0.0001636125654	1	< 0.1%
0.0001773993259	1	< 0.1%
0.0002354048964	1	< 0.1%
0.00024431957	1	< 0.1%
0.0002458210423	1	< 0.1%
0.0002828654268	1	< 0.1%
0.0003298153034	1	< 0.1%
0.0003427004798	1	< 0.1%

Value	Count	Frequency (%)
0.9883585565	1	< 0.1%
0.9797535211	1	< 0.1%
0.9774052478	1	< 0.1%
0.9598997494	1	< 0.1%
0.9506953224	1	< 0.1%
0.95	1	< 0.1%
0.9358237548	1	< 0.1%
0.935128519	1	< 0.1%
0.9301561216	1	< 0.1%
0.9290697674	1	< 0.1%

speed3
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	19064
Distinct (%)	96.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2232731428

Minimum	0
Maximum	0.9759803922
Zeros	302
Zeros (%)	1.5%
Negative	0
Negative (%)	0.0%
Memory size	154.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.01471887087
Q1	0.08954043693
median	0.1877934272
Q3	0.3155856724
95-th percentile	0.5711921091
Maximum	0.9759803922
Range	0.9759803922
Interquartile range (IQR)	0.2260452355

Descriptive statistics

Standard deviation	0.1707623405
Coefficient of variation (CV)	0.7648136195
Kurtosis	0.6394311848
Mean	0.2232731428
Median Absolute Deviation (MAD)	0.1087442288
Skewness	0.9928495845
Sum	4420.584955
Variance	0.02915977694
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	302	1.5%
0.25	9	< 0.1%
0.1666666667	9	< 0.1%
0.3333333333	7	< 0.1%
0.05263157895	5	< 0.1%
0.5238095238	4	< 0.1%
0.07692307692	4	< 0.1%
0.05555555556	4	< 0.1%
0.09090909091	4	< 0.1%
0.1538461538	4	< 0.1%
Other values (19054)	19447	98.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	302	1.5%
3.08375478 × 10^-5	1	< 0.1%
5.690871842 × 10^-5	1	< 0.1%
6.428801029 × 10^-5	1	< 0.1%
8.26036676 × 10^-5	1	< 0.1%
9.00090009 × 10^-5	1	< 0.1%
0.0001008979921	1	< 0.1%
0.0001037613489	1	< 0.1%
0.0001476145489	1	< 0.1%
0.0001495774437	1	< 0.1%

Value	Count	Frequency (%)
0.9759803922	1	< 0.1%
0.9406779661	1	< 0.1%
0.9396355353	1	< 0.1%
0.9368565546	1	< 0.1%
0.9262461851	1	< 0.1%
0.9260333575	1	< 0.1%
0.913303438	1	< 0.1%
0.9080962801	1	< 0.1%
0.9075425791	1	< 0.1%
0.9060240964	1	< 0.1%

speed4
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	17857
Distinct (%)	90.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1883875108

Minimum	0
Maximum	0.9637931034
Zeros	1504
Zeros (%)	7.6%
Negative	0
Negative (%)	0.0%
Memory size	154.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.03254871398
median	0.1586666667
Q3	0.2849792139
95-th percentile	0.5292725156
Maximum	0.9637931034
Range	0.9637931034
Interquartile range (IQR)	0.2524304999

Descriptive statistics

Standard deviation	0.1723718293
Coefficient of variation (CV)	0.9149854395
Kurtosis	0.2816511114
Mean	0.1883875108
Median Absolute Deviation (MAD)	0.1261666667
Skewness	0.9213689669
Sum	3729.884326
Variance	0.02971204755
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1504	7.6%
0.2	8	< 0.1%
0.1666666667	8	< 0.1%
0.1428571429	6	< 0.1%
0.3333333333	4	< 0.1%
0.03448275862	4	< 0.1%
0.02040816327	4	< 0.1%
0.2608695652	4	< 0.1%
0.005780346821	4	< 0.1%
0.02631578947	4	< 0.1%
Other values (17847)	18249	92.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1504	7.6%
4.911301888 × 10^-6	1	< 0.1%
5.225479438 × 10^-6	1	< 0.1%
8.751586225 × 10^-6	1	< 0.1%
9.818456735 × 10^-6	1	< 0.1%
1.017785807 × 10^-5	1	< 0.1%
1.058223454 × 10^-5	1	< 0.1%
1.105748232 × 10^-5	1	< 0.1%
1.150624406 × 10^-5	1	< 0.1%
1.205334812 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
0.9637931034	1	< 0.1%
0.9345887017	1	< 0.1%
0.9161627268	1	< 0.1%
0.9113263785	1	< 0.1%
0.9084798345	1	< 0.1%
0.8895705521	1	< 0.1%
0.8871473354	1	< 0.1%
0.8866571019	1	< 0.1%
0.8695318496	1	< 0.1%
0.8618911175	1	< 0.1%

speed5
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	16347
Distinct (%)	82.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2171650419

Minimum	0
Maximum	0.9989919355
Zeros	2989
Zeros (%)	15.1%
Negative	0
Negative (%)	0.0%
Memory size	154.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.004581902593
median	0.05514051939
Q3	0.4135971476
95-th percentile	0.8004477954
Maximum	0.9989919355
Range	0.9989919355
Interquartile range (IQR)	0.409015245

Descriptive statistics

Standard deviation	0.2791714004
Coefficient of variation (CV)	1.285526427
Kurtosis	-0.1954198864
Mean	0.2171650419
Median Absolute Deviation (MAD)	0.05514051939
Skewness	1.103834838
Sum	4299.650664
Variance	0.0779366708
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2989	15.1%
0.07692307692	5	< 0.1%
0.02	5	< 0.1%
0.02325581395	5	< 0.1%
0.01470588235	4	< 0.1%
0.01785714286	4	< 0.1%
0.02777777778	4	< 0.1%
0.005291005291	4	< 0.1%
0.02608695652	4	< 0.1%
0.01052631579	4	< 0.1%
Other values (16337)	16771	84.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2989	15.1%
3.722633987 × 10^-6	1	< 0.1%
3.873506763 × 10^-6	1	< 0.1%
3.874242101 × 10^-6	1	< 0.1%
3.90161683 × 10^-6	1	< 0.1%
4.405771561 × 10^-6	1	< 0.1%
4.41575187 × 10^-6	1	< 0.1%
4.482616414 × 10^-6	1	< 0.1%
4.911301888 × 10^-6	1	< 0.1%
5.434221466 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
0.9989919355	1	< 0.1%
0.9966767058	1	< 0.1%
0.996672213	1	< 0.1%
0.9964664311	1	< 0.1%
0.9956594324	1	< 0.1%
0.9941278066	1	< 0.1%
0.9923561151	1	< 0.1%
0.9920747018	1	< 0.1%
0.9907834101	1	< 0.1%
0.9894894895	1	< 0.1%

altitude1
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	18286
Distinct (%)	92.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1593752303

Minimum	0
Maximum	1
Zeros	643
Zeros (%)	3.2%
Negative	0
Negative (%)	0.0%
Memory size	154.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.001765360126
Q1	0.02093655637
median	0.07613614007
Q3	0.2016083782
95-th percentile	0.6702693934
Maximum	1
Range	1
Interquartile range (IQR)	0.1806718218

Descriptive statistics

Standard deviation	0.2143709736
Coefficient of variation (CV)	1.345070832
Kurtosis	4.690257183
Mean	0.1593752303
Median Absolute Deviation (MAD)	0.0658658698
Skewness	2.19220246
Sum	3155.470184
Variance	0.04595491434
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	643	3.2%
1	111	0.6%
0.06666666667	7	< 0.1%
0.03225806452	6	< 0.1%
0.02564102564	6	< 0.1%
0.01081081081	6	< 0.1%
0.009345794393	5	< 0.1%
0.02469135802	5	< 0.1%
0.1111111111	5	< 0.1%
0.05555555556	5	< 0.1%
Other values (18276)	19000	96.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	643	3.2%
6.887052342 × 10^-5	1	< 0.1%
0.0001343724805	1	< 0.1%
0.0001752541185	1	< 0.1%
0.0002061005771	1	< 0.1%
0.0002157497303	1	< 0.1%
0.0002199252254	1	< 0.1%
0.0002357934449	1	< 0.1%
0.0002507522568	1	< 0.1%
0.0002508151492	1	< 0.1%

Value	Count	Frequency (%)
1	111	0.6%
0.999967301	1	< 0.1%
0.9999527879	1	< 0.1%
0.9998213329	1	< 0.1%
0.9997827032	1	< 0.1%
0.9997666129	1	< 0.1%
0.9997659724	1	< 0.1%
0.9997103129	1	< 0.1%
0.999660787	1	< 0.1%
0.9994948219	1	< 0.1%

altitude2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	18718
Distinct (%)	94.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1598955265

Minimum	0
Maximum	0.9951298701
Zeros	530
Zeros (%)	2.7%
Negative	0
Negative (%)	0.0%
Memory size	154.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.004641392827
Q1	0.04540586491
median	0.1142322097
Q3	0.2259990469
95-th percentile	0.4720779056
Maximum	0.9951298701
Range	0.9951298701
Interquartile range (IQR)	0.180593182

Descriptive statistics

Standard deviation	0.156053394
Coefficient of variation (CV)	0.9759709824
Kurtosis	3.619361996
Mean	0.1598955265
Median Absolute Deviation (MAD)	0.08023368793
Skewness	1.701913877
Sum	3165.771528
Variance	0.02435266179
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	530	2.7%
0.2	5	< 0.1%
0.04901960784	5	< 0.1%
0.06666666667	4	< 0.1%
0.1111111111	4	< 0.1%
0.03636363636	4	< 0.1%
0.2222222222	4	< 0.1%
0.1034482759	4	< 0.1%
0.05	4	< 0.1%
0.01960784314	4	< 0.1%
Other values (18708)	19231	97.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	530	2.7%
3.269897325 × 10^-5	1	< 0.1%
4.721212407 × 10^-5	1	< 0.1%
0.0001177024482	1	< 0.1%
0.0001655355074	1	< 0.1%
0.0002019182231	1	< 0.1%
0.0002121700755	1	< 0.1%
0.0002172968275	1	< 0.1%
0.0002340276153	1	< 0.1%
0.0002464875524	1	< 0.1%

Value	Count	Frequency (%)
0.9951298701	1	< 0.1%
0.9853747715	1	< 0.1%
0.9844827586	1	< 0.1%
0.9766129032	1	< 0.1%
0.9759021101	1	< 0.1%
0.972588014	1	< 0.1%
0.9714285714	1	< 0.1%
0.969605475	1	< 0.1%
0.9694267516	1	< 0.1%
0.9686843613	1	< 0.1%

altitude3
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	18704
Distinct (%)	94.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1709836939

Minimum	0
Maximum	0.9980237154
Zeros	636
Zeros (%)	3.2%
Negative	0
Negative (%)	0.0%
Memory size	154.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.005606747074
Q1	0.06539292248
median	0.1343283582
Q3	0.2386331507
95-th percentile	0.456323747
Maximum	0.9980237154
Range	0.9980237154
Interquartile range (IQR)	0.1732402282

Descriptive statistics

Standard deviation	0.1445905329
Coefficient of variation (CV)	0.8456393098
Kurtosis	2.510388194
Mean	0.1709836939
Median Absolute Deviation (MAD)	0.08140821518
Skewness	1.41216701
Sum	3385.306155
Variance	0.0209064222
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	636	3.2%
0.06666666667	7	< 0.1%
0.2	6	< 0.1%
0.0625	6	< 0.1%
0.1666666667	6	< 0.1%
0.01923076923	6	< 0.1%
0.1111111111	6	< 0.1%
0.09090909091	5	< 0.1%
0.3333333333	5	< 0.1%
0.05555555556	5	< 0.1%
Other values (18694)	19111	96.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	636	3.2%
4.597912548 × 10^-5	1	< 0.1%
5.268426321 × 10^-5	1	< 0.1%
0.0001028467994	1	< 0.1%
0.0001376083666	1	< 0.1%
0.0001439736734	1	< 0.1%
0.0001512401694	1	< 0.1%
0.0001577535889	1	< 0.1%
0.0001682368775	1	< 0.1%
0.0001800180018	1	< 0.1%

Value	Count	Frequency (%)
0.9980237154	1	< 0.1%
0.9963963964	1	< 0.1%
0.9934541793	1	< 0.1%
0.9899560578	1	< 0.1%
0.9676409186	1	< 0.1%
0.9626116071	1	< 0.1%
0.9509306261	1	< 0.1%
0.9362477231	1	< 0.1%
0.9286971831	1	< 0.1%
0.9189189189	1	< 0.1%

altitude4
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	18004
Distinct (%)	90.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2277543258

Minimum	0
Maximum	1
Zeros	1518
Zeros (%)	7.7%
Negative	0
Negative (%)	0.0%
Memory size	154.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.07807492198
median	0.1672010994
Q3	0.3311277557
95-th percentile	0.6480775558
Maximum	1
Range	1
Interquartile range (IQR)	0.2530528337

Descriptive statistics

Standard deviation	0.2036280936
Coefficient of variation (CV)	0.8940690495
Kurtosis	1.050504376
Mean	0.2277543258
Median Absolute Deviation (MAD)	0.110931094
Skewness	1.206206676
Sum	4509.307896
Variance	0.04146440048
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1518	7.7%
0.1666666667	5	< 0.1%
0.1	5	< 0.1%
0.1111111111	5	< 0.1%
0.125	4	< 0.1%
0.1081081081	4	< 0.1%
0.25	4	< 0.1%
0.05555555556	4	< 0.1%
0.09183673469	4	< 0.1%
0.1764705882	3	< 0.1%
Other values (17994)	18243	92.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1518	7.7%
4.929435136 × 10^-6	1	< 0.1%
1.7235139 × 10^-5	1	< 0.1%
1.885582834 × 10^-5	1	< 0.1%
2.603353119 × 10^-5	1	< 0.1%
3.598416697 × 10^-5	1	< 0.1%
3.609196232 × 10^-5	1	< 0.1%
4.946087645 × 10^-5	1	< 0.1%
5.347117013 × 10^-5	1	< 0.1%
5.431978055 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.998499921	1	< 0.1%
0.9983277592	1	< 0.1%
0.9975399754	1	< 0.1%
0.996124031	1	< 0.1%
0.9949038684	1	< 0.1%
0.9933894231	1	< 0.1%
0.9933488668	1	< 0.1%
0.9875968992	1	< 0.1%
0.9861325116	1	< 0.1%

altitude5
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	14146
Distinct (%)	71.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2819912236

Minimum	0
Maximum	1
Zeros	5510
Zeros (%)	27.8%
Negative	0
Negative (%)	0.0%
Memory size	154.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.1385781306
Q3	0.5422535316
95-th percentile	0.8586379607
Maximum	1
Range	1
Interquartile range (IQR)	0.5422535316

Descriptive statistics

Standard deviation	0.3111984118
Coefficient of variation (CV)	1.103574813
Kurtosis	-0.9736459277
Mean	0.2819912236
Median Absolute Deviation (MAD)	0.1385781306
Skewness	0.7022739555
Sum	5583.144237
Variance	0.09684445149
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5510	27.8%
1	5	< 0.1%
0.5	5	< 0.1%
0.9	3	< 0.1%
0.1	3	< 0.1%
0.08333333333	3	< 0.1%
0.4901408451	3	< 0.1%
0.3846153846	3	< 0.1%
0.8	3	< 0.1%
0.1818181818	3	< 0.1%
Other values (14136)	14258	72.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5510	27.8%
6.367358374 × 10^-6	1	< 0.1%
6.414039049 × 10^-6	1	< 0.1%
6.674587177 × 10^-6	1	< 0.1%
1.058223454 × 10^-5	1	< 0.1%
1.108721201 × 10^-5	1	< 0.1%
1.119469819 × 10^-5	1	< 0.1%
1.254060019 × 10^-5	1	< 0.1%
1.478830541 × 10^-5	1	< 0.1%
1.7235139 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
1	5	< 0.1%
0.9984984985	1	< 0.1%
0.9981132075	1	< 0.1%
0.9958027282	1	< 0.1%
0.9947916667	1	< 0.1%
0.9945705824	1	< 0.1%
0.9940145361	1	< 0.1%
0.994011976	1	< 0.1%
0.9922752809	1	< 0.1%
0.9907209136	1	< 0.1%

steer1
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	17632
Distinct (%)	89.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.02580391817

Minimum	0
Maximum	0.4553275976
Zeros	29
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	154.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.004335902397
Q1	0.0115954863
median	0.01974448316
Q3	0.03076923077
95-th percentile	0.06897210331
Maximum	0.4553275976
Range	0.4553275976
Interquartile range (IQR)	0.01917374447

Descriptive statistics

Standard deviation	0.02479712921
Coefficient of variation (CV)	0.9609830976
Kurtosis	23.59460018
Mean	0.02580391817
Median Absolute Deviation (MAD)	0.009230464468
Skewness	3.654383273
Sum	510.8917759
Variance	0.0006148976173
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	29	0.1%
0.02325581395	15	0.1%
0.02173913043	12	0.1%
0.02380952381	11	0.1%
0.02777777778	10	0.1%
0.01886792453	10	0.1%
0.02272727273	10	0.1%
0.02631578947	9	< 0.1%
0.01666666667	9	< 0.1%
0.01694915254	8	< 0.1%
Other values (17622)	19676	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	29	0.1%
0.000393081761	1	< 0.1%
0.0005402485143	1	< 0.1%
0.0005509641873	1	< 0.1%
0.0006131207848	1	< 0.1%
0.0006464124111	1	< 0.1%
0.0006671114076	1	< 0.1%
0.0007396449704	1	< 0.1%
0.0007451564829	1	< 0.1%
0.0007936507937	1	< 0.1%

Value	Count	Frequency (%)
0.4553275976	1	< 0.1%
0.3491058122	1	< 0.1%
0.3114186851	1	< 0.1%
0.2969230769	1	< 0.1%
0.2929125138	1	< 0.1%
0.2875625447	1	< 0.1%
0.2835408022	1	< 0.1%
0.27470915	1	< 0.1%
0.270480226	1	< 0.1%
0.2675980656	1	< 0.1%

steer2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	17901
Distinct (%)	90.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.03454828339

Minimum	0
Maximum	0.4209413009
Zeros	10
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	154.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.00899452382
Q1	0.01965784867
median	0.03047619048
Q3	0.04295532646
95-th percentile	0.07118907412
Maximum	0.4209413009
Range	0.4209413009
Interquartile range (IQR)	0.02329747779

Descriptive statistics

Standard deviation	0.02534380246
Coefficient of variation (CV)	0.7335763162
Kurtosis	35.93284255
Mean	0.03454828339
Median Absolute Deviation (MAD)	0.0115188445
Skewness	4.305601943
Sum	684.0214629
Variance	0.0006423083231
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.03333333333	12	0.1%
0.05	12	0.1%
0.03448275862	12	0.1%
0.03125	12	0.1%
0.02325581395	11	0.1%
0.03225806452	11	0.1%
0.0303030303	10	0.1%
0.04347826087	10	0.1%
0.02222222222	10	0.1%
0	10	0.1%
Other values (17891)	19689	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10	0.1%
0.0008278145695	1	< 0.1%
0.0009140767824	1	< 0.1%
0.0009803921569	1	< 0.1%
0.001031282228	1	< 0.1%
0.001034126163	1	< 0.1%
0.001080974843	1	< 0.1%
0.001253132832	1	< 0.1%
0.001257071025	1	< 0.1%
0.001333333333	1	< 0.1%

Value	Count	Frequency (%)
0.4209413009	1	< 0.1%
0.3800609948	1	< 0.1%
0.3707194471	1	< 0.1%
0.3686997917	1	< 0.1%
0.3632799297	1	< 0.1%
0.3546108832	1	< 0.1%
0.3458498024	1	< 0.1%
0.333025577	1	< 0.1%
0.3297228865	1	< 0.1%
0.3287574383	1	< 0.1%

steer3
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	19009
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2244553724

Minimum	0
Maximum	0.6081729951
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	154.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.1213126428
Q1	0.1814072206
median	0.2237442922
Q3	0.2686101749
95-th percentile	0.3282022025
Maximum	0.6081729951
Range	0.6081729951
Interquartile range (IQR)	0.08720295433

Descriptive statistics

Standard deviation	0.06327679501
Coefficient of variation (CV)	0.2819125884
Kurtosis	0.03334460109
Mean	0.2244553724
Median Absolute Deviation (MAD)	0.04366517852
Skewness	-0.09066265938
Sum	4443.991917
Variance	0.004003952787
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2	20	0.1%
0.1666666667	15	0.1%
0.25	12	0.1%
0.2173913043	8	< 0.1%
0.2857142857	8	< 0.1%
0.1818181818	8	< 0.1%
0.1428571429	8	< 0.1%
0.2352941176	7	< 0.1%
0.2666666667	6	< 0.1%
0.2105263158	6	< 0.1%
Other values (18999)	19701	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
0.001470588235	1	< 0.1%
0.001757469244	1	< 0.1%
0.002579646588	1	< 0.1%
0.002949852507	1	< 0.1%
0.003316749585	1	< 0.1%
0.003514938489	1	< 0.1%
0.003636363636	1	< 0.1%
0.003759398496	1	< 0.1%
0.003824091778	1	< 0.1%

Value	Count	Frequency (%)
0.6081729951	1	< 0.1%
0.4533105754	1	< 0.1%
0.4407618476	1	< 0.1%
0.4337078652	1	< 0.1%
0.4160079051	1	< 0.1%
0.4156411731	1	< 0.1%
0.4149377593	1	< 0.1%
0.4124809741	1	< 0.1%
0.4107843137	1	< 0.1%
0.4095607235	1	< 0.1%

steer4
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	19356
Distinct (%)	97.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4154092356

Minimum	0.01383664696
Maximum	0.9004947774
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	154.8 KiB

Quantile statistics

Minimum	0.01383664696
5-th percentile	0.194302493
Q1	0.3178024302
median	0.4120956399
Q3	0.5056663515
95-th percentile	0.6595379802
Maximum	0.9004947774
Range	0.8866581304
Interquartile range (IQR)	0.1878639214

Descriptive statistics

Standard deviation	0.1388841392
Coefficient of variation (CV)	0.3343308895
Kurtosis	-0.1330460928
Mean	0.4154092356
Median Absolute Deviation (MAD)	0.09386102903
Skewness	0.225641124
Sum	8224.687455
Variance	0.01928880413
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5	11	0.1%
0.4166666667	9	< 0.1%
0.4285714286	9	< 0.1%
0.3333333333	9	< 0.1%
0.375	7	< 0.1%
0.4375	6	< 0.1%
0.5714285714	5	< 0.1%
0.4444444444	4	< 0.1%
0.6666666667	4	< 0.1%
0.4098360656	4	< 0.1%
Other values (19346)	19731	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01383664696	1	< 0.1%
0.01976284585	1	< 0.1%
0.02616102211	1	< 0.1%
0.02868068834	1	< 0.1%
0.03322259136	1	< 0.1%
0.04395604396	1	< 0.1%
0.04519774011	1	< 0.1%
0.04574085183	1	< 0.1%
0.04696117708	1	< 0.1%
0.04702627939	1	< 0.1%

Value	Count	Frequency (%)
0.9004947774	1	< 0.1%
0.8690920903	1	< 0.1%
0.8689655172	1	< 0.1%
0.8647040401	1	< 0.1%
0.8586587436	1	< 0.1%
0.8529601445	1	< 0.1%
0.8510131108	1	< 0.1%
0.8499706154	1	< 0.1%
0.8462308205	1	< 0.1%
0.8447743643	1	< 0.1%

steer5
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	18570
Distinct (%)	93.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1033161944

Minimum	0
Maximum	0.2361111111
Zeros	39
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	154.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.04282523277
Q1	0.07817112201
median	0.09830633284
Q3	0.129186996
95-th percentile	0.1723241737
Maximum	0.2361111111
Range	0.2361111111
Interquartile range (IQR)	0.051015874

Descriptive statistics

Standard deviation	0.03904078685
Coefficient of variation (CV)	0.3778767411
Kurtosis	-0.1284641889
Mean	0.1033161944
Median Absolute Deviation (MAD)	0.02427431232
Skewness	0.2185906811
Sum	2045.557333
Variance	0.001524183038
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	39	0.2%
0.1	14	0.1%
0.09090909091	12	0.1%
0.125	10	0.1%
0.08333333333	10	0.1%
0.08695652174	10	0.1%
0.07142857143	10	0.1%
0.06666666667	9	< 0.1%
0.09523809524	9	< 0.1%
0.1111111111	9	< 0.1%
Other values (18560)	19667	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	39	0.2%
0.0005159293177	1	< 0.1%
0.001104972376	1	< 0.1%
0.001114827202	1	< 0.1%
0.00119760479	1	< 0.1%
0.001308900524	1	< 0.1%
0.001335113485	1	< 0.1%
0.001379310345	1	< 0.1%
0.001383125864	1	< 0.1%
0.001404494382	1	< 0.1%

Value	Count	Frequency (%)
0.2361111111	1	< 0.1%
0.2297134601	1	< 0.1%
0.2293420865	1	< 0.1%
0.226904376	1	< 0.1%
0.2251655629	1	< 0.1%
0.2238195418	1	< 0.1%
0.2227465786	1	< 0.1%
0.2225144661	1	< 0.1%
0.2212041885	1	< 0.1%
0.2201405152	1	< 0.1%

steer6
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	18950
Distinct (%)	95.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1509441673

Minimum	0.003448275862
Maximum	0.4729045705
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	154.8 KiB

Quantile statistics

Minimum	0.003448275862
5-th percentile	0.05621003228
Q1	0.111976993
median	0.1512971608
Q3	0.189225613
95-th percentile	0.2418101162
Maximum	0.4729045705
Range	0.4694562946
Interquartile range (IQR)	0.07724862004

Descriptive statistics

Standard deviation	0.05651569836
Coefficient of variation (CV)	0.3744145891
Kurtosis	0.1431940358
Mean	0.1509441673
Median Absolute Deviation (MAD)	0.03854075053
Skewness	0.1528670814
Sum	2988.543568
Variance	0.003194024162
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1666666667	13	0.1%
0.1428571429	13	0.1%
0.2	12	0.1%
0.1538461538	8	< 0.1%
0.1627906977	7	< 0.1%
0.1379310345	7	< 0.1%
0.15	7	< 0.1%
0.1363636364	7	< 0.1%
0.2222222222	6	< 0.1%
0.1176470588	5	< 0.1%
Other values (18940)	19714	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.003448275862	1	< 0.1%
0.007339449541	1	< 0.1%
0.007971412864	1	< 0.1%
0.009286727718	1	< 0.1%
0.01002192296	1	< 0.1%
0.0101010101	1	< 0.1%
0.01071950625	1	< 0.1%
0.01076125947	1	< 0.1%
0.01191895113	1	< 0.1%
0.01284796574	1	< 0.1%

Value	Count	Frequency (%)
0.4729045705	1	< 0.1%
0.4719101124	1	< 0.1%
0.4668661821	1	< 0.1%
0.4648870955	1	< 0.1%
0.4504532597	1	< 0.1%
0.4378585086	1	< 0.1%
0.4208633094	1	< 0.1%
0.4204730206	1	< 0.1%
0.4147463578	1	< 0.1%
0.3995967599	1	< 0.1%

steer7
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	16364
Distinct (%)	82.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01165288909

Minimum	0
Maximum	0.1967352732
Zeros	133
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	154.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.001841417357
Q1	0.005383580081
median	0.009577464789
Q3	0.0151165454
95-th percentile	0.0281926832
Maximum	0.1967352732
Range	0.1967352732
Interquartile range (IQR)	0.009732965318

Descriptive statistics

Standard deviation	0.009529046453
Coefficient of variation (CV)	0.8177411092
Kurtosis	21.50537231
Mean	0.01165288909
Median Absolute Deviation (MAD)	0.004672174461
Skewness	2.978094466
Sum	230.7155512
Variance	9.08027263 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	133	0.7%
0.01265822785	14	0.1%
0.009900990099	13	0.1%
0.007936507937	12	0.1%
0.009345794393	11	0.1%
0.01162790698	10	0.1%
0.01098901099	10	0.1%
0.01785714286	9	< 0.1%
0.01351351351	9	< 0.1%
0.01492537313	9	< 0.1%
Other values (16354)	19569	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	133	0.7%
9.827044025 × 10^-5	1	< 0.1%
0.0001459214942	1	< 0.1%
0.0002264492754	1	< 0.1%
0.0002391200383	1	< 0.1%
0.0002469135802	1	< 0.1%
0.00025335698	1	< 0.1%
0.0002630194634	1	< 0.1%
0.0002876042565	1	< 0.1%
0.0003131850924	1	< 0.1%

Value	Count	Frequency (%)
0.1967352732	1	< 0.1%
0.1651602301	1	< 0.1%
0.110827711	1	< 0.1%
0.1034239322	1	< 0.1%
0.09817715309	1	< 0.1%
0.09657905715	1	< 0.1%
0.09401709402	1	< 0.1%
0.09372846313	1	< 0.1%
0.09358656758	1	< 0.1%
0.09254498715	1	< 0.1%

steer8
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	16790
Distinct (%)	84.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01330855035

Minimum	0
Maximum	0.2369693713
Zeros	120
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	154.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.001615508885
Q1	0.004903162835
median	0.009864647855
Q3	0.01661189558
95-th percentile	0.03654820209
Maximum	0.2369693713
Range	0.2369693713
Interquartile range (IQR)	0.01170873275

Descriptive statistics

Standard deviation	0.01418161326
Coefficient of variation (CV)	1.065601654
Kurtosis	29.88178933
Mean	0.01330855035
Median Absolute Deviation (MAD)	0.005572802361
Skewness	4.063603463
Sum	263.4959883
Variance	0.0002011181546
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	120	0.6%
0.008849557522	11	0.1%
0.01538461538	10	0.1%
0.01111111111	10	0.1%
0.01351351351	10	0.1%
0.008064516129	9	< 0.1%
0.009174311927	9	< 0.1%
0.01176470588	9	< 0.1%
0.01265822785	9	< 0.1%
0.01449275362	8	< 0.1%
Other values (16780)	19594	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	120	0.6%
0.0001723543606	1	< 0.1%
0.0001901863827	1	< 0.1%
0.0002126754573	1	< 0.1%
0.000231320842	1	< 0.1%
0.0002602811036	1	< 0.1%
0.0002645502646	1	< 0.1%
0.0002748763057	1	< 0.1%
0.000279173646	1	< 0.1%
0.000296912114	1	< 0.1%

Value	Count	Frequency (%)
0.2369693713	1	< 0.1%
0.2351816444	1	< 0.1%
0.2303433001	1	< 0.1%
0.1922544952	1	< 0.1%
0.1862615588	1	< 0.1%
0.1843220339	1	< 0.1%
0.179357022	1	< 0.1%
0.1722222222	1	< 0.1%
0.1711491443	1	< 0.1%
0.1636363636	1	< 0.1%

flights
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	507
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50.90686398

Minimum	1
Maximum	1476
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	154.8 KiB

Quantile statistics

Minimum	1
5-th percentile	5
Q1	14
median	27
Q3	54
95-th percentile	186
Maximum	1476
Range	1475
Interquartile range (IQR)	40

Descriptive statistics

Standard deviation	76.89211485
Coefficient of variation (CV)	1.510446899
Kurtosis	40.90566617
Mean	50.90686398
Median Absolute Deviation (MAD)	16
Skewness	5.014434933
Sum	1007905
Variance	5912.397326
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	480	2.4%
13	476	2.4%
15	472	2.4%
10	471	2.4%
11	470	2.4%
18	461	2.3%
12	460	2.3%
9	439	2.2%
6	438	2.2%
16	437	2.2%
Other values (497)	15195	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	34	0.2%
2	150	0.8%
3	268	1.4%
4	324	1.6%
5	374	1.9%
6	438	2.2%
7	427	2.2%
8	413	2.1%
9	439	2.2%
10	471	2.4%

Value	Count	Frequency (%)
1476	1	< 0.1%
1175	1	< 0.1%
1162	1	< 0.1%
1058	1	< 0.1%
1033	1	< 0.1%
1028	1	< 0.1%
975	1	< 0.1%
969	1	< 0.1%
963	1	< 0.1%
949	1	< 0.1%

squawk_1
Real number (ℝ_≥0)

ZEROS

Distinct	2463
Distinct (%)	12.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1188.169908

Minimum	0
Maximum	7776
Zeros	9372
Zeros (%)	47.3%
Negative	0
Negative (%)	0.0%
Memory size	154.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	744
Q3	1200
95-th percentile	5370.1
Maximum	7776
Range	7776
Interquartile range (IQR)	1200

Descriptive statistics

Standard deviation	1761.377035
Coefficient of variation (CV)	1.482428585
Kurtosis	3.363405409
Mean	1188.169908
Median Absolute Deviation (MAD)	744
Skewness	1.970878496
Sum	23524576
Variance	3102449.059
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9372	47.3%
1200	5680	28.7%
1255	49	0.2%
4414	48	0.2%
4000	37	0.2%
1206	23	0.1%
1202	17	0.1%
1201	14	0.1%
234	13	0.1%
1226	13	0.1%
Other values (2453)	4533	22.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9372	47.3%
5	1	< 0.1%
12	1	< 0.1%
16	1	< 0.1%
24	1	< 0.1%
27	1	< 0.1%
40	1	< 0.1%
56	1	< 0.1%
67	2	< 0.1%
70	2	< 0.1%

Value	Count	Frequency (%)
7776	1	< 0.1%
7775	1	< 0.1%
7773	1	< 0.1%
7772	1	< 0.1%
7770	1	< 0.1%
7766	1	< 0.1%
7763	1	< 0.1%
7761	1	< 0.1%
7760	2	< 0.1%
7757	3	< 0.1%

observations
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	9183
Distinct (%)	46.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6845.906258

Minimum	500
Maximum	280829
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	154.8 KiB

Quantile statistics

Minimum	500
5-th percentile	585
Q1	1115
median	2606
Q3	6706.5
95-th percentile	24978.1
Maximum	280829
Range	280329
Interquartile range (IQR)	5591.5

Descriptive statistics

Standard deviation	15448.39013
Coefficient of variation (CV)	2.256588032
Kurtosis	102.7421151
Mean	6845.906258
Median Absolute Deviation (MAD)	1815
Skewness	8.593355796
Sum	135542098
Variance	238652757.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
603	21	0.1%
537	20	0.1%
620	19	0.1%
520	19	0.1%
544	19	0.1%
601	18	0.1%
528	18	0.1%
710	17	0.1%
699	17	0.1%
563	17	0.1%
Other values (9173)	19614	99.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
500	9	< 0.1%
501	15	0.1%
502	11	0.1%
503	4	< 0.1%
504	9	< 0.1%
505	12	0.1%
506	12	0.1%
507	15	0.1%
508	9	< 0.1%
509	15	0.1%

Value	Count	Frequency (%)
280829	1	< 0.1%
268627	1	< 0.1%
260728	1	< 0.1%
259540	1	< 0.1%
258164	1	< 0.1%
258115	1	< 0.1%
256304	1	< 0.1%
247478	1	< 0.1%
245934	1	< 0.1%
243199	1	< 0.1%

type
Categorical

HIGH CARDINALITY

Distinct	455
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Memory size	154.8 KiB

unknown	2528
C172	1014
SR22	799
BE36	699
C182	693
Other values (450)	14066

Length

Max length	7
Median length	4
Mean length	4.333905753
Min length	2

Characters and Unicode

Total characters	85807
Distinct characters	41
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	122 ?
Unique (%)	0.6%

Sample

1st row	GRND
2nd row	TBM7
3rd row	SHIP
4th row	PA46
5th row	C56X

Common Values

Value	Count	Frequency (%)
unknown	2528	12.8%
C172	1014	5.1%
SR22	799	4.0%
BE36	699	3.5%
C182	693	3.5%
PC12	630	3.2%
BE20	465	2.3%
PA46	438	2.2%
P28A	415	2.1%
BE9L	408	2.1%
Other values (445)	11710	59.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
unknown	2528	12.8%
c172	1014	5.1%
sr22	799	4.0%
be36	699	3.5%
c182	693	3.5%
pc12	630	3.2%
be20	465	2.3%
pa46	438	2.2%
p28a	415	2.1%
be9l	408	2.1%
Other values (445)	11710	59.1%

Most occurring characters

Value	Count	Frequency (%)
2	9120	10.6%
n	7584	8.8%
C	5793	6.8%
0	4926	5.7%
1	4466	5.2%
B	4301	5.0%
P	3582	4.2%
4	3576	4.2%
E	3572	4.2%
3	3211	3.7%
Other values (31)	35676	41.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	36491	42.5%
Uppercase Letter	31620	36.9%
Lowercase Letter	17696	20.6%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
C	5793	18.3%
B	4301	13.6%
P	3582	11.3%
E	3572	11.3%
A	2818	8.9%
R	2128	6.7%
S	1928	6.1%
T	1864	5.9%
L	1161	3.7%
M	962	3.0%
Other values (16)	3511	11.1%

Decimal Number

Value	Count	Frequency (%)
2	9120	25.0%
0	4926	13.5%
1	4466	12.2%
4	3576	9.8%
3	3211	8.8%
8	3160	8.7%
5	2923	8.0%
6	2304	6.3%
7	1905	5.2%
9	900	2.5%

Lowercase Letter

Value	Count	Frequency (%)
n	7584	42.9%
u	2528	14.3%
w	2528	14.3%
o	2528	14.3%
k	2528	14.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	49316	57.5%
Common	36491	42.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	7584	15.4%
C	5793	11.7%
B	4301	8.7%
P	3582	7.3%
E	3572	7.2%
A	2818	5.7%
u	2528	5.1%
w	2528	5.1%
o	2528	5.1%
k	2528	5.1%
Other values (21)	11554	23.4%

Common

Value	Count	Frequency (%)
2	9120	25.0%
0	4926	13.5%
1	4466	12.2%
4	3576	9.8%
3	3211	8.8%
8	3160	8.7%
5	2923	8.0%
6	2304	6.3%
7	1905	5.2%
9	900	2.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	85807	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	9120	10.6%
n	7584	8.8%
C	5793	6.8%
0	4926	5.7%
1	4466	5.2%
B	4301	5.0%
P	3582	4.2%
4	3576	4.2%
E	3572	4.2%
3	3211	3.7%
Other values (31)	35676	41.6%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	adshex	duration1	duration2	duration3	duration4	duration5	boxes1	boxes2	boxes3	boxes4	boxes5	speed1	speed2	speed3	speed4	speed5	altitude1	altitude2	altitude3	altitude4	altitude5	steer1	steer2	steer3	steer4	steer5	steer6	steer7	steer8	flights	squawk_1	observations	type
0	A	0.120253	0.075949	0.183544	0.335443	0.284810	0.088608	0.044304	0.069620	0.120253	0.677215	0.021824	0.020550	0.062330	0.100713	0.794582	0.042374	0.060971	0.066831	0.106403	0.723421	0.020211	0.048913	0.270550	0.344090	0.097317	0.186651	0.011379	0.009426	158	0	11776	GRND
1	A00000	0.211735	0.155612	0.181122	0.198980	0.252551	0.204082	0.183673	0.168367	0.173469	0.267857	0.107348	0.143410	0.208139	0.177013	0.364090	0.177318	0.114457	0.129648	0.197694	0.380882	0.034976	0.048127	0.240732	0.356314	0.116116	0.159325	0.012828	0.013628	392	0	52465	TBM7
2	A00002	0.517241	0.103448	0.103448	0.103448	0.172414	0.862069	0.137931	0.000000	0.000000	0.000000	0.990792	0.000921	0.000000	0.000000	0.008287	0.599448	0.400552	0.000000	0.000000	0.000000	0.105893	0.090239	0.174954	0.244015	0.034070	0.202578	0.021179	0.068140	29	0	1086	SHIP
3	A00008	0.125000	0.041667	0.208333	0.166667	0.458333	0.125000	0.083333	0.125000	0.166667	0.500000	0.187960	0.278952	0.221048	0.190257	0.121783	0.014706	0.053309	0.149816	0.279871	0.502298	0.029871	0.044118	0.202665	0.380515	0.094669	0.182904	0.014706	0.020221	24	0	2176	PA46
4	A0001E	0.100000	0.200000	0.200000	0.400000	0.100000	0.100000	0.000000	0.100000	0.400000	0.400000	0.007937	0.026984	0.084127	0.179365	0.701587	0.041270	0.085714	0.039683	0.111111	0.722222	0.019048	0.049206	0.249206	0.326984	0.112698	0.206349	0.012698	0.011111	10	1135	630	C56X
5	A0002B	0.166667	0.166667	0.000000	0.666667	0.000000	0.333333	0.000000	0.000000	0.666667	0.000000	0.767405	0.191456	0.023734	0.017405	0.000000	0.150316	0.113924	0.178797	0.534810	0.022152	0.001582	0.009494	0.281646	0.416139	0.112342	0.169304	0.001582	0.001582	6	2356	632	C82S
6	A00049	0.186441	0.118644	0.288136	0.169492	0.237288	0.152542	0.067797	0.101695	0.338983	0.338983	0.037181	0.037535	0.120751	0.164306	0.640227	0.032224	0.025850	0.072238	0.172805	0.696884	0.031870	0.042139	0.188385	0.452904	0.089589	0.153683	0.007790	0.014518	59	0	2824	PC12
7	A00063	0.214286	0.142857	0.285714	0.285714	0.071429	0.250000	0.500000	0.142857	0.107143	0.000000	0.157757	0.830074	0.011951	0.000217	0.000000	0.999783	0.000217	0.000000	0.000000	0.000000	0.030204	0.047805	0.344415	0.191439	0.130378	0.212516	0.014993	0.008040	28	0	4602	R66
8	A00076	0.333333	0.266667	0.222222	0.155556	0.022222	0.466667	0.222222	0.088889	0.200000	0.022222	0.232426	0.204649	0.316893	0.229025	0.017007	0.032313	0.028912	0.454649	0.436508	0.047619	0.043651	0.031179	0.129252	0.586735	0.049887	0.098639	0.009070	0.018707	45	0	1764	DA42
9	A0007A	0.103448	0.396552	0.275862	0.103448	0.120690	0.086207	0.396552	0.362069	0.000000	0.155172	0.021350	0.079775	0.285263	0.609912	0.003700	0.253661	0.244258	0.128950	0.373131	0.000000	0.006089	0.011022	0.224757	0.496994	0.139664	0.106367	0.003931	0.003006	58	1200	12974	BE36

Last rows

	adshex	duration1	duration2	duration3	duration4	duration5	boxes1	boxes2	boxes3	boxes4	boxes5	speed1	speed2	speed3	speed4	speed5	altitude1	altitude2	altitude3	altitude4	altitude5	steer1	steer2	steer3	steer4	steer5	steer6	steer7	steer8	flights	squawk_1	observations	type
19789	ADFFE6	0.000000	0.368421	0.473684	0.157895	0.000000	0.052632	0.157895	0.578947	0.210526	0.000000	0.006938	0.003964	0.012884	0.046581	0.929633	0.004955	0.074331	0.041625	0.087215	0.791873	0.086224	0.067393	0.176412	0.246779	0.036670	0.251734	0.034688	0.047572	19	4000	1009	unknown
19790	ADFFE9	0.470588	0.294118	0.147059	0.088235	0.000000	0.352941	0.294118	0.058824	0.264706	0.029412	0.011952	0.022576	0.054449	0.122178	0.788845	0.014608	0.140770	0.074369	0.062417	0.707835	0.026560	0.055777	0.221780	0.286853	0.071713	0.243028	0.026560	0.029216	34	0	753	unknown
19791	ADFFEA	0.444444	0.222222	0.222222	0.111111	0.000000	0.222222	0.222222	0.222222	0.148148	0.185185	0.048170	0.001927	0.000000	0.009634	0.940270	0.000000	0.015414	0.019268	0.021195	0.944123	0.026975	0.038536	0.204239	0.327553	0.078998	0.236994	0.017341	0.038536	27	0	519	unknown
19792	ADFFF4	0.323529	0.411765	0.205882	0.058824	0.000000	0.176471	0.205882	0.176471	0.352941	0.088235	0.020270	0.010811	0.022973	0.108108	0.837838	0.000000	0.025676	0.116216	0.095946	0.762162	0.017568	0.033784	0.241892	0.329730	0.067568	0.206757	0.031081	0.031081	34	0	740	unknown
19793	ADFFF5	0.277778	0.305556	0.277778	0.138889	0.000000	0.222222	0.138889	0.166667	0.166667	0.305556	0.026714	0.013357	0.018700	0.156723	0.784506	0.011576	0.056990	0.116652	0.078362	0.736420	0.024933	0.032057	0.223508	0.365984	0.104185	0.193232	0.011576	0.019590	36	2573	1123	unknown
19794	ADFFFA	0.090909	0.454545	0.000000	0.454545	0.000000	0.000000	0.272727	0.181818	0.363636	0.181818	0.012195	0.008711	0.017422	0.099303	0.862369	0.003484	0.137631	0.203833	0.071429	0.583624	0.054007	0.073171	0.214286	0.322300	0.078397	0.200348	0.008711	0.024390	11	5154	574	unknown
19795	ADFFFC	0.352941	0.323529	0.176471	0.117647	0.029412	0.235294	0.176471	0.264706	0.117647	0.205882	0.020158	0.005259	0.025416	0.095530	0.853637	0.025416	0.122699	0.131464	0.149869	0.570552	0.025416	0.028046	0.232252	0.359334	0.070990	0.199825	0.021911	0.035057	34	0	1141	unknown
19796	ADFFFF	0.192308	0.423077	0.230769	0.115385	0.038462	0.153846	0.153846	0.384615	0.230769	0.076923	0.053785	0.021912	0.016932	0.058765	0.848606	0.046813	0.042829	0.065737	0.121514	0.723108	0.066733	0.071713	0.185259	0.244024	0.062749	0.242032	0.026892	0.041833	26	4000	1004	unknown
19797	AE1899	0.000000	0.200000	0.000000	0.800000	0.000000	0.000000	0.200000	0.200000	0.400000	0.200000	0.624521	0.273946	0.063218	0.015326	0.022989	0.028736	0.000000	0.000000	0.477011	0.494253	0.019157	0.045977	0.231801	0.404215	0.063218	0.201149	0.015326	0.011494	5	5335	522	unknown
19798	AF6797	0.000000	0.142857	0.285714	0.142857	0.428571	0.142857	0.142857	0.428571	0.285714	0.000000	0.075204	0.885420	0.039376	0.000000	0.000000	0.555516	0.101809	0.302235	0.040440	0.000000	0.014544	0.025186	0.217808	0.479248	0.129833	0.113870	0.006740	0.002483	7	5567	2819	unknown

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Uppercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Decimal Number

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows